Pandas Profiling Report

Dataset statistics

Number of variables	45
Number of observations	101763
Missing cells	54020
Missing cells (%)	1.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	184.6 MiB
Average record size in memory	1.9 KiB

Variable types

CAT	30
NUM	13
BOOL	2

Warnings

`medical_specialty` has a high cardinality: 72 distinct values	High cardinality
`race` has 2271 (2.2%) missing values	Missing
`medical_specialty` has 49947 (49.1%) missing values	Missing
`cat_diag_3` has 1423 (1.4%) missing values	Missing
`df_index` has unique values	Unique
`num_procedures` has 46652 (45.8%) zeros	Zeros
`number_outpatient` has 85024 (83.6%) zeros	Zeros
`number_emergency` has 90380 (88.8%) zeros	Zeros
`number_inpatient` has 67627 (66.5%) zeros	Zeros

Reproduction

Analysis started	2020-09-14 14:19:27.864348
Analysis finished	2020-09-14 14:20:25.591034
Duration	57.73 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	101763
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50882.14641
Minimum	0
Maximum	101765
Zeros	1
Zeros (%)	< 0.1%
Memory size	795.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5088.1
Q1	25440.5
median	50882
Q3	76323.5
95-th percentile	96676.9
Maximum	101765
Range	101765
Interquartile range (IQR)	50883

Descriptive statistics

Standard deviation	29377.55192
Coefficient of variation (CV)	0.5773646357
Kurtosis	-1.1999904
Mean	50882.14641
Median Absolute Deviation (MAD)	25442
Skewness	2.123409245e-05
Sum	5177919865
Variance	863040557
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
25894	1	< 0.1%
5416	1	< 0.1%
7465	1	< 0.1%
1322	1	< 0.1%
3371	1	< 0.1%
13612	1	< 0.1%
15661	1	< 0.1%
9518	1	< 0.1%
11567	1	< 0.1%
54576	1	< 0.1%
56625	1	< 0.1%
50482	1	< 0.1%
52531	1	< 0.1%
62772	1	< 0.1%
64821	1	< 0.1%
58678	1	< 0.1%
60727	1	< 0.1%
38200	1	< 0.1%
40249	1	< 0.1%
34106	1	< 0.1%
36155	1	< 0.1%
46396	1	< 0.1%
27943	1	< 0.1%
32037	1	< 0.1%
Other values (101738)	101738	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
101765	1	< 0.1%
101764	1	< 0.1%
101763	1	< 0.1%
101762	1	< 0.1%
101761	1	< 0.1%
101760	1	< 0.1%
101759	1	< 0.1%
101758	1	< 0.1%
101757	1	< 0.1%
101756	1	< 0.1%

race
Categorical

MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	2271
Missing (%)	2.2%
Memory size	795.1 KiB

Caucasian	76099
AfricanAmerican	19210
Hispanic	2037
Other	1505
Asian	641

Value	Count	Frequency (%)
Caucasian	76099	74.8%
AfricanAmerican	19210	18.9%
Hispanic	2037	2.0%
Other	1505	1.5%
Asian	641	0.6%
(Missing)	2271	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	9
Mean length	9.894362391
Min length	3

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	271666	27.0%
n	121739	12.1%
i	119234	11.8%
c	116556	11.6%
s	78777	7.8%
C	76099	7.6%
u	76099	7.6%
r	39925	4.0%
A	39061	3.9%
e	20715	2.1%
f	19210	1.9%
m	19210	1.9%
H	2037	0.2%
p	2037	0.2%
O	1505	0.1%
t	1505	0.1%
h	1505	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	888178	88.2%
Uppercase Letter	118702	11.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	76099	64.1%
A	39061	32.9%
H	2037	1.7%
O	1505	1.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	271666	30.6%
n	121739	13.7%
i	119234	13.4%
c	116556	13.1%
s	78777	8.9%
u	76099	8.6%
r	39925	4.5%
e	20715	2.3%
f	19210	2.2%
m	19210	2.2%
p	2037	0.2%
t	1505	0.2%
h	1505	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1006880	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	271666	27.0%
n	121739	12.1%
i	119234	11.8%
c	116556	11.6%
s	78777	7.8%
C	76099	7.6%
u	76099	7.6%
r	39925	4.0%
A	39061	3.9%
e	20715	2.1%
f	19210	1.9%
m	19210	1.9%
H	2037	0.2%
p	2037	0.2%
O	1505	0.1%
t	1505	0.1%
h	1505	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1006880	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	271666	27.0%
n	121739	12.1%
i	119234	11.8%
c	116556	11.6%
s	78777	7.8%
C	76099	7.6%
u	76099	7.6%
r	39925	4.0%
A	39061	3.9%
e	20715	2.1%
f	19210	1.9%
m	19210	1.9%
H	2037	0.2%
p	2037	0.2%
O	1505	0.1%
t	1505	0.1%
h	1505	0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

Female	54708
Male	47055

Value	Count	Frequency (%)
Female	54708	53.8%
Male	47055	46.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.075204151
Min length	4

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	156471	30.3%
a	101763	19.7%
l	101763	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	414705	80.3%
Uppercase Letter	101763	19.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	54708	53.8%
M	47055	46.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	156471	37.7%
a	101763	24.5%
l	101763	24.5%
m	54708	13.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	516468	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	156471	30.3%
a	101763	19.7%
l	101763	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	516468	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	156471	30.3%
a	101763	19.7%
l	101763	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%

age
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.167516591
Minimum	1.791759469
Maximum	4.564348191
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	1.791759469
5-th percentile	3.583518938
Q1	4.025351691
median	4.189654742
Q3	4.33073334
95-th percentile	4.454347296
Maximum	4.564348191
Range	2.772588722
Interquartile range (IQR)	0.3053816496

Descriptive statistics

Standard deviation	0.2962689476
Coefficient of variation (CV)	0.07109004633
Kurtosis	9.317491555
Mean	4.167516591
Median Absolute Deviation (MAD)	0.1643030513
Skewness	-2.178596467
Sum	424098.9908
Variance	0.08777528928
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.33073334	26066	25.6%
4.189654742	22482	22.1%
4.025351691	17256	17.0%
4.454347296	17197	16.9%
3.828641396	9685	9.5%
3.583518938	3775	3.7%
4.564348191	2793	2.7%
3.258096538	1657	1.6%
2.772588722	691	0.7%
1.791759469	161	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.791759469	161	0.2%
2.772588722	691	0.7%
3.258096538	1657	1.6%
3.583518938	3775	3.7%
3.828641396	9685	9.5%
4.025351691	17256	17.0%
4.189654742	22482	22.1%
4.33073334	26066	25.6%
4.454347296	17197	16.9%
4.564348191	2793	2.7%

Value	Count	Frequency (%)
4.564348191	2793	2.7%
4.454347296	17197	16.9%
4.33073334	26066	25.6%
4.189654742	22482	22.1%
4.025351691	17256	17.0%
3.828641396	9685	9.5%
3.583518938	3775	3.7%
3.258096538	1657	1.6%
2.772588722	691	0.7%
1.791759469	161	0.2%

admission_type_id
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.024016588
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.445413768
Coefficient of variation (CV)	0.7141313846
Kurtosis	1.942418805
Mean	2.024016588
Median Absolute Deviation (MAD)	0
Skewness	1.591977215
Sum	205970
Variance	2.089220961
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	53988	53.1%
3	18868	18.5%
2	18480	18.2%
6	5291	5.2%
5	4785	4.7%
8	320	0.3%
7	21	< 0.1%
4	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	53988	53.1%
2	18480	18.2%
3	18868	18.5%
4	10	< 0.1%
5	4785	4.7%
6	5291	5.2%
7	21	< 0.1%
8	320	0.3%

Value	Count	Frequency (%)
8	320	0.3%
7	21	< 0.1%
6	5291	5.2%
5	4785	4.7%
4	10	< 0.1%
3	18868	18.5%
2	18480	18.2%
1	53988	53.1%

discharge_disposition_id
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.715515462
Minimum	1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	18
Maximum	28
Range	27
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.279918511
Coefficient of variation (CV)	1.421046034
Kurtosis	6.004127661
Mean	3.715515462
Median Absolute Deviation (MAD)	0
Skewness	2.563168617
Sum	378102
Variance	27.87753948
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	60232	59.2%
3	13954	13.7%
6	12902	12.7%
18	3691	3.6%
2	2128	2.1%
22	1992	2.0%
11	1642	1.6%
5	1184	1.2%
25	989	1.0%
4	815	0.8%
7	623	0.6%
23	412	0.4%
13	399	0.4%
14	372	0.4%
28	139	0.1%
8	108	0.1%
15	63	0.1%
24	48	< 0.1%
9	21	< 0.1%
17	14	< 0.1%
16	11	< 0.1%
19	8	< 0.1%
10	6	< 0.1%
27	5	< 0.1%
12	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	60232	59.2%
2	2128	2.1%
3	13954	13.7%
4	815	0.8%
5	1184	1.2%
6	12902	12.7%
7	623	0.6%
8	108	0.1%
9	21	< 0.1%
10	6	< 0.1%

Value	Count	Frequency (%)
28	139	0.1%
27	5	< 0.1%
25	989	1.0%
24	48	< 0.1%
23	412	0.4%
22	1992	2.0%
20	2	< 0.1%
19	8	< 0.1%
18	3691	3.6%
17	14	< 0.1%

admission_source_id
Real number (ℝ_≥0)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.75445889
Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	7
95-th percentile	17
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.06410966
Coefficient of variation (CV)	0.7062540089
Kurtosis	1.744953515
Mean	5.75445889
Median Absolute Deviation (MAD)	0
Skewness	1.029942076
Sum	585591
Variance	16.51698733
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7	57492	56.5%
1	29564	29.1%
17	6781	6.7%
4	3187	3.1%
6	2264	2.2%
2	1104	1.1%
5	855	0.8%
3	187	0.2%
20	161	0.2%
9	125	0.1%
8	16	< 0.1%
22	12	< 0.1%
10	8	< 0.1%
11	2	< 0.1%
14	2	< 0.1%
25	2	< 0.1%
13	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	29564	29.1%
2	1104	1.1%
3	187	0.2%
4	3187	3.1%
5	855	0.8%
6	2264	2.2%
7	57492	56.5%
8	16	< 0.1%
9	125	0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
25	2	< 0.1%
22	12	< 0.1%
20	161	0.2%
17	6781	6.7%
14	2	< 0.1%
13	1	< 0.1%
11	2	< 0.1%
10	8	< 0.1%
9	125	0.1%
8	16	< 0.1%

time_in_hospital
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.542969309
Minimum	0.6931471806
Maximum	2.708050201
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	0.6931471806
5-th percentile	0.6931471806
Q1	1.098612289
median	1.609437912
Q3	1.945910149
95-th percentile	2.48490665
Maximum	2.708050201
Range	2.014903021
Interquartile range (IQR)	0.8472978604

Descriptive statistics

Standard deviation	0.5341506091
Coefficient of variation (CV)	0.3461835604
Kurtosis	-0.7576336978
Mean	1.542969309
Median Absolute Deviation (MAD)	0.4700036292
Skewness	0.1033598842
Sum	157017.1858
Variance	0.2853168732
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1.386294361	17756	17.4%
1.098612289	17224	16.9%
0.6931471806	14206	14.0%
1.609437912	13924	13.7%
1.791759469	9966	9.8%
1.945910149	7539	7.4%
2.079441542	5859	5.8%
2.197224577	4390	4.3%
2.302585093	3002	2.9%
2.397895273	2342	2.3%
2.48490665	1855	1.8%
2.564949357	1448	1.4%
2.63905733	1210	1.2%
2.708050201	1042	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6931471806	14206	14.0%
1.098612289	17224	16.9%
1.386294361	17756	17.4%
1.609437912	13924	13.7%
1.791759469	9966	9.8%
1.945910149	7539	7.4%
2.079441542	5859	5.8%
2.197224577	4390	4.3%
2.302585093	3002	2.9%
2.397895273	2342	2.3%

Value	Count	Frequency (%)
2.708050201	1042	1.0%
2.63905733	1210	1.2%
2.564949357	1448	1.4%
2.48490665	1855	1.8%
2.397895273	2342	2.3%
2.302585093	3002	2.9%
2.197224577	4390	4.3%
2.079441542	5859	5.8%
1.945910149	7539	7.4%
1.791759469	9966	9.8%

medical_specialty
Categorical

HIGH CARDINALITY
MISSING

Distinct	72
Distinct (%)	0.1%
Missing	49947
Missing (%)	49.1%
Memory size	795.1 KiB

InternalMedicine	14635
Emergency/Trauma	7565
Family/GeneralPractice	7440
Cardiology	5351
Surgery-General	3099
Other values (67)	13726

Common Values
Overview

Value	Count	Frequency (%)
InternalMedicine	14635	14.4%
Emergency/Trauma	7565	7.4%
Family/GeneralPractice	7440	7.3%
Cardiology	5351	5.3%
Surgery-General	3099	3.0%
Nephrology	1613	1.6%
Orthopedics	1400	1.4%
Orthopedics-Reconstructive	1233	1.2%
Radiologist	1140	1.1%
Pulmonology	871	0.9%
Psychiatry	854	0.8%
Urology	685	0.7%
ObstetricsandGynecology	671	0.7%
Surgery-Cardiovascular/Thoracic	652	0.6%
Gastroenterology	564	0.6%
Surgery-Vascular	533	0.5%
Surgery-Neuro	468	0.5%
PhysicalMedicineandRehabilitation	391	0.4%
Oncology	348	0.3%
Pediatrics	254	0.2%
Hematology/Oncology	207	0.2%
Neurology	203	0.2%
Pediatrics-Endocrinology	159	0.2%
Otolaryngology	125	0.1%
Endocrinology	120	0.1%
Other values (47)	1235	1.2%
(Missing)	49947	49.1%

Frequencies of value counts

Unique

Unique	9 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	36
Median length	8
Mean length	9.594440022
Min length	3

Overview of Unicode Properties

Unique unicode characters	43
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	168692	17.3%
a	121095	12.4%
e	105151	10.8%
r	76898	7.9%
i	63307	6.5%
c	50007	5.1%
l	48870	5.0%
y	34936	3.6%
t	34149	3.5%
o	34051	3.5%
d	27034	2.8%
g	25595	2.6%
m	23846	2.4%
u	16856	1.7%
/	15871	1.6%
M	15055	1.5%
I	14683	1.5%
G	11882	1.2%
s	10638	1.1%
P	10448	1.1%
T	8332	0.9%
E	7861	0.8%
F	7451	0.8%
h	6965	0.7%
-	6627	0.7%
Other values (18)	30059	3.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	855678	87.6%
Uppercase Letter	98147	10.1%
Other Punctuation	15907	1.6%
Dash Punctuation	6627	0.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	15055	15.3%
I	14683	15.0%
G	11882	12.1%
P	10448	10.6%
T	8332	8.5%
E	7861	8.0%
F	7451	7.6%
C	6306	6.4%
S	5156	5.3%
O	4146	4.2%
R	2847	2.9%
N	2307	2.4%
U	685	0.7%
V	533	0.5%
H	351	0.4%
A	55	0.1%
D	49	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	168692	19.7%
a	121095	14.2%
e	105151	12.3%
r	76898	9.0%
i	63307	7.4%
c	50007	5.8%
l	48870	5.7%
y	34936	4.1%
t	34149	4.0%
o	34051	4.0%
d	27034	3.2%
g	25595	3.0%
m	23846	2.8%
u	16856	2.0%
s	10638	1.2%
h	6965	0.8%
p	4416	0.5%
v	1996	0.2%
b	1114	0.1%
f	49	< 0.1%
x	11	< 0.1%
w	1	< 0.1%
k	1	< 0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	6627	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
/	15871	99.8%
&	36	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	953825	97.7%
Common	22534	2.3%

Most frequent Latin characters

Value	Count	Frequency (%)
n	168692	17.7%
a	121095	12.7%
e	105151	11.0%
r	76898	8.1%
i	63307	6.6%
c	50007	5.2%
l	48870	5.1%
y	34936	3.7%
t	34149	3.6%
o	34051	3.6%
d	27034	2.8%
g	25595	2.7%
m	23846	2.5%
u	16856	1.8%
M	15055	1.6%
I	14683	1.5%
G	11882	1.2%
s	10638	1.1%
P	10448	1.1%
T	8332	0.9%
E	7861	0.8%
F	7451	0.8%
h	6965	0.7%
C	6306	0.7%
S	5156	0.5%
Other values (15)	18561	1.9%

Most frequent Common characters

Value	Count	Frequency (%)
/	15871	70.4%
-	6627	29.4%
&	36	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	976359	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	168692	17.3%
a	121095	12.4%
e	105151	10.8%
r	76898	7.9%
i	63307	6.5%
c	50007	5.1%
l	48870	5.0%
y	34936	3.6%
t	34149	3.5%
o	34051	3.5%
d	27034	2.8%
g	25595	2.6%
m	23846	2.4%
u	16856	1.7%
/	15871	1.6%
M	15055	1.5%
I	14683	1.5%
G	11882	1.2%
s	10638	1.1%
P	10448	1.1%
T	8332	0.9%
E	7861	0.8%
F	7451	0.8%
h	6965	0.7%
-	6627	0.7%
Other values (18)	30059	3.1%

num_lab_procedures
Real number (ℝ_≥0)

Distinct	118
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.594660782
Minimum	0.6931471806
Maximum	4.890349128
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	0.6931471806
5-th percentile	1.609437912
Q1	3.465735903
median	3.80666249
Q3	4.060443011
95-th percentile	4.304065093
Maximum	4.890349128
Range	4.197201948
Interquartile range (IQR)	0.5947071077

Descriptive statistics

Standard deviation	0.7863905162
Coefficient of variation (CV)	0.2187662658
Kurtosis	5.034180759
Mean	3.594660782
Median Absolute Deviation (MAD)	0.2708749541
Skewness	-2.222758425
Sum	365803.4652
Variance	0.6184100439
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6931471806	3208	3.2%
3.784189634	2804	2.8%
3.80666249	2496	2.5%
3.828641396	2376	2.3%
3.663561646	2212	2.2%
3.713572067	2201	2.2%
3.850147602	2189	2.2%
3.737669618	2117	2.1%
3.761200116	2113	2.1%
3.871201011	2106	2.1%
3.688879454	2101	2.1%
3.63758616	2079	2.0%
3.912023005	2066	2.0%
3.891820298	2058	2.0%
3.610917913	1962	1.9%
3.951243719	1925	1.9%
3.931825633	1924	1.9%
3.583518938	1907	1.9%
4.007333185	1888	1.9%
4.043051268	1839	1.8%
3.970291914	1838	1.8%
4.025351691	1836	1.8%
3.988984047	1802	1.8%
4.060443011	1747	1.7%
4.077537444	1708	1.7%
Other values (93)	49261	48.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6931471806	3208	3.2%
1.098612289	1101	1.1%
1.386294361	668	0.7%
1.609437912	378	0.4%
1.791759469	285	0.3%
1.945910149	282	0.3%
2.079441542	323	0.3%
2.197224577	366	0.4%
2.302585093	933	0.9%
2.397895273	838	0.8%

Value	Count	Frequency (%)
4.890349128	1	< 0.1%
4.86753445	1	< 0.1%
4.844187086	1	< 0.1%
4.804021045	1	< 0.1%
4.795790546	1	< 0.1%
4.779123493	1	< 0.1%
4.744932128	2	< 0.1%
4.736198448	3	< 0.1%
4.718498871	3	< 0.1%
4.700480366	4	< 0.1%

num_procedures
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6222107291
Minimum	0
Maximum	1.945910149
Zeros	46652
Zeros (%)	45.8%
Memory size	795.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.6931471806
Q3	1.098612289
95-th percentile	1.791759469
Maximum	1.945910149
Range	1.945910149
Interquartile range (IQR)	1.098612289

Descriptive statistics

Standard deviation	0.654017933
Coefficient of variation (CV)	1.051119665
Kurtosis	-1.076967217
Mean	0.6222107291
Median Absolute Deviation (MAD)	0.6931471806
Skewness	0.519590453
Sum	63318.03043
Variance	0.4277394567
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	46652	45.8%
0.6931471806	20741	20.4%
1.098612289	12716	12.5%
1.386294361	9443	9.3%
1.945910149	4954	4.9%
1.609437912	4180	4.1%
1.791759469	3077	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46652	45.8%
0.6931471806	20741	20.4%
1.098612289	12716	12.5%
1.386294361	9443	9.3%
1.609437912	4180	4.1%
1.791759469	3077	3.0%
1.945910149	4954	4.9%

Value	Count	Frequency (%)
1.945910149	4954	4.9%
1.791759469	3077	3.0%
1.609437912	4180	4.1%
1.386294361	9443	9.3%
1.098612289	12716	12.5%
0.6931471806	20741	20.4%
0	46652	45.8%

num_medications
Real number (ℝ_≥0)

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.722372617
Minimum	0.6931471806
Maximum	4.406719247
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	0.6931471806
5-th percentile	1.945910149
Q1	2.397895273
median	2.772588722
Q3	3.044522438
95-th percentile	3.465735903
Maximum	4.406719247
Range	3.713572067
Interquartile range (IQR)	0.6466271649

Descriptive statistics

Standard deviation	0.4892828957
Coefficient of variation (CV)	0.1797266446
Kurtosis	0.9100512756
Mean	2.722372617
Median Absolute Deviation (MAD)	0.2876820725
Skewness	-0.4853188019
Sum	277036.8046
Variance	0.239397752
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.63905733	6086	6.0%
2.564949357	6004	5.9%
2.48490665	5795	5.7%
2.772588722	5792	5.7%
2.708050201	5707	5.6%
2.833213344	5430	5.3%
2.397895273	5346	5.3%
2.890371758	4919	4.8%
2.302585093	4913	4.8%
2.944438979	4523	4.4%
2.197224577	4353	4.3%
2.995732274	4078	4.0%
3.044522438	3691	3.6%
2.079441542	3484	3.4%
3.091042453	3229	3.2%
3.135494216	2867	2.8%
1.945910149	2698	2.7%
3.17805383	2426	2.4%
3.218875825	2109	2.1%
1.791759469	2017	2.0%
3.258096538	1888	1.9%
3.295836866	1608	1.6%
3.33220451	1432	1.4%
1.609437912	1417	1.4%
3.36729583	1233	1.2%
Other values (50)	8718	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6931471806	262	0.3%
1.098612289	470	0.5%
1.386294361	900	0.9%
1.609437912	1417	1.4%
1.791759469	2017	2.0%
1.945910149	2698	2.7%
2.079441542	3484	3.4%
2.197224577	4353	4.3%
2.302585093	4913	4.8%
2.397895273	5346	5.3%

Value	Count	Frequency (%)
4.406719247	1	< 0.1%
4.382026635	1	< 0.1%
4.33073334	2	< 0.1%
4.317488114	1	< 0.1%
4.290459441	3	< 0.1%
4.262679877	2	< 0.1%
4.248495242	5	< 0.1%
4.234106505	7	< 0.1%
4.219507705	7	< 0.1%
4.204692619	5	< 0.1%

number_outpatient
Real number (ℝ_≥0)

ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.172140067
Minimum	0
Maximum	3.761200116
Zeros	85024
Zeros (%)	83.6%
Memory size	795.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.098612289
Maximum	3.761200116
Range	3.761200116
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.429351371
Coefficient of variation (CV)	2.494197768
Kurtosis	7.851673556
Mean	0.172140067
Median Absolute Deviation (MAD)	0
Skewness	2.739685741
Sum	17517.48964
Variance	0.1843425998
Monotocity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	85024	83.6%
0.6931471806	8547	8.4%
1.098612289	3594	3.5%
1.386294361	2042	2.0%
1.609437912	1099	1.1%
1.791759469	533	0.5%
1.945910149	303	0.3%
2.079441542	155	0.2%
2.197224577	98	0.1%
2.302585093	83	0.1%
2.397895273	57	0.1%
2.48490665	42	< 0.1%
2.63905733	31	< 0.1%
2.564949357	30	< 0.1%
2.708050201	28	< 0.1%
2.772588722	20	< 0.1%
2.833213344	15	< 0.1%
2.890371758	8	< 0.1%
3.044522438	7	< 0.1%
3.091042453	7	< 0.1%
3.135494216	5	< 0.1%
2.944438979	5	< 0.1%
3.33220451	3	< 0.1%
3.218875825	3	< 0.1%
2.995732274	3	< 0.1%
Other values (14)	21	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85024	83.6%
0.6931471806	8547	8.4%
1.098612289	3594	3.5%
1.386294361	2042	2.0%
1.609437912	1099	1.1%
1.791759469	533	0.5%
1.945910149	303	0.3%
2.079441542	155	0.2%
2.197224577	98	0.1%
2.302585093	83	0.1%

Value	Count	Frequency (%)
3.761200116	1	< 0.1%
3.713572067	1	< 0.1%
3.688879454	1	< 0.1%
3.663561646	1	< 0.1%
3.63758616	1	< 0.1%
3.610917913	2	< 0.1%
3.583518938	2	< 0.1%
3.555348061	1	< 0.1%
3.526360525	2	< 0.1%
3.401197382	2	< 0.1%

number_emergency
Real number (ℝ_≥0)

ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1019147643
Minimum	0
Maximum	4.343805422
Zeros	90380
Zeros (%)	88.8%
Memory size	795.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6931471806
Maximum	4.343805422
Range	4.343805422
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3149687265
Coefficient of variation (CV)	3.090511259
Kurtosis	16.20219531
Mean	0.1019147643
Median Absolute Deviation (MAD)	0
Skewness	3.653584959
Sum	10371.15216
Variance	0.09920529867
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	90380	88.8%
0.6931471806	7677	7.5%
1.098612289	2042	2.0%
1.386294361	725	0.7%
1.609437912	374	0.4%
1.791759469	192	0.2%
1.945910149	94	0.1%
2.079441542	73	0.1%
2.197224577	50	< 0.1%
2.397895273	34	< 0.1%
2.302585093	33	< 0.1%
2.48490665	23	< 0.1%
2.63905733	12	< 0.1%
2.564949357	10	< 0.1%
3.135494216	6	< 0.1%
2.833213344	5	< 0.1%
2.944438979	5	< 0.1%
3.044522438	4	< 0.1%
2.995732274	4	< 0.1%
2.708050201	3	< 0.1%
2.772588722	3	< 0.1%
3.091042453	2	< 0.1%
3.258096538	2	< 0.1%
3.761200116	1	< 0.1%
3.850147602	1	< 0.1%
Other values (8)	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	90380	88.8%
0.6931471806	7677	7.5%
1.098612289	2042	2.0%
1.386294361	725	0.7%
1.609437912	374	0.4%
1.791759469	192	0.2%
1.945910149	94	0.1%
2.079441542	73	0.1%
2.197224577	50	< 0.1%
2.302585093	33	< 0.1%

Value	Count	Frequency (%)
4.343805422	1	< 0.1%
4.17438727	1	< 0.1%
4.158883083	1	< 0.1%
4.007333185	1	< 0.1%
3.850147602	1	< 0.1%
3.761200116	1	< 0.1%
3.63758616	1	< 0.1%
3.401197382	1	< 0.1%
3.36729583	1	< 0.1%
3.258096538	2	< 0.1%

number_inpatient
Real number (ℝ_≥0)

ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3263245056
Minimum	0
Maximum	3.091042453
Zeros	67627
Zeros (%)	66.5%
Memory size	795.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.6931471806
95-th percentile	1.386294361
Maximum	3.091042453
Range	3.091042453
Interquartile range (IQR)	0.6931471806

Descriptive statistics

Standard deviation	0.5111057928
Coefficient of variation (CV)	1.56625011
Kurtosis	1.375074286
Mean	0.3263245056
Median Absolute Deviation (MAD)	0
Skewness	1.441916818
Sum	33207.76066
Variance	0.2612291314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	67627	66.5%
0.6931471806	19521	19.2%
1.098612289	7566	7.4%
1.386294361	3411	3.4%
1.609437912	1622	1.6%
1.791759469	812	0.8%
1.945910149	480	0.5%
2.079441542	268	0.3%
2.197224577	151	0.1%
2.302585093	111	0.1%
2.397895273	61	0.1%
2.48490665	49	< 0.1%
2.564949357	34	< 0.1%
2.63905733	20	< 0.1%
2.708050201	10	< 0.1%
2.772588722	9	< 0.1%
2.833213344	6	< 0.1%
2.995732274	2	< 0.1%
2.890371758	1	< 0.1%
2.944438979	1	< 0.1%
3.091042453	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	67627	66.5%
0.6931471806	19521	19.2%
1.098612289	7566	7.4%
1.386294361	3411	3.4%
1.609437912	1622	1.6%
1.791759469	812	0.8%
1.945910149	480	0.5%
2.079441542	268	0.3%
2.197224577	151	0.1%
2.302585093	111	0.1%

Value	Count	Frequency (%)
3.091042453	1	< 0.1%
2.995732274	2	< 0.1%
2.944438979	1	< 0.1%
2.890371758	1	< 0.1%
2.833213344	6	< 0.1%
2.772588722	9	< 0.1%
2.708050201	10	< 0.1%
2.63905733	20	< 0.1%
2.564949357	34	< 0.1%
2.48490665	49	< 0.1%

number_diagnoses
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.422648703
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	795.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
median	8
Q3	9
95-th percentile	9
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.933577643
Coefficient of variation (CV)	0.2604969897
Kurtosis	-0.07888290487
Mean	7.422648703
Median Absolute Deviation (MAD)	1
Skewness	-0.876799273
Sum	755351
Variance	3.738722502
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	49473	48.6%
5	11392	11.2%
8	10616	10.4%
7	10393	10.2%
6	10161	10.0%
4	5536	5.4%
3	2835	2.8%
2	1023	1.0%
1	219	0.2%
16	45	< 0.1%
10	17	< 0.1%
13	16	< 0.1%
11	11	< 0.1%
15	10	< 0.1%
12	9	< 0.1%
14	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	219	0.2%
2	1023	1.0%
3	2835	2.8%
4	5536	5.4%
5	11392	11.2%
6	10161	10.0%
7	10393	10.2%
8	10616	10.4%
9	49473	48.6%
10	17	< 0.1%

Value	Count	Frequency (%)
16	45	< 0.1%
15	10	< 0.1%
14	7	< 0.1%
13	16	< 0.1%
12	9	< 0.1%
11	11	< 0.1%
10	17	< 0.1%
9	49473	48.6%
8	10616	10.4%
7	10393	10.2%

max_glu_serum
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

None	96417
Norm	2597
>200	1485
>300	1264

Value	Count	Frequency (%)
None	96417	94.7%
Norm	2597	2.6%
>200	1485	1.5%
>300	1264	1.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	99014	24.3%
o	99014	24.3%
n	96417	23.7%
e	96417	23.7%
0	5498	1.4%
>	2749	0.7%
r	2597	0.6%
m	2597	0.6%
2	1485	0.4%
3	1264	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	297042	73.0%
Uppercase Letter	99014	24.3%
Decimal Number	8247	2.0%
Math Symbol	2749	0.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	99014	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	99014	33.3%
n	96417	32.5%
e	96417	32.5%
r	2597	0.9%
m	2597	0.9%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	2749	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	5498	66.7%
2	1485	18.0%
3	1264	15.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396056	97.3%
Common	10996	2.7%

Most frequent Latin characters

Value	Count	Frequency (%)
N	99014	25.0%
o	99014	25.0%
n	96417	24.3%
e	96417	24.3%
r	2597	0.7%
m	2597	0.7%

Most frequent Common characters

Value	Count	Frequency (%)
0	5498	50.0%
>	2749	25.0%
2	1485	13.5%
3	1264	11.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	407052	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	99014	24.3%
o	99014	24.3%
n	96417	23.7%
e	96417	23.7%
0	5498	1.4%
>	2749	0.7%
r	2597	0.6%
m	2597	0.6%
2	1485	0.4%
3	1264	0.3%

A1Cresult
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

None	84745
>8	8216
Norm	4990
>7	3812

Value	Count	Frequency (%)
None	84745	83.3%
>8	8216	8.1%
Norm	4990	4.9%
>7	3812	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	3.763607598
Min length	2

Overview of Unicode Properties

Unique unicode characters	9
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	89735	23.4%
o	89735	23.4%
n	84745	22.1%
e	84745	22.1%
>	12028	3.1%
8	8216	2.1%
r	4990	1.3%
m	4990	1.3%
7	3812	1.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	269205	70.3%
Uppercase Letter	89735	23.4%
Math Symbol	12028	3.1%
Decimal Number	12028	3.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	89735	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	89735	33.3%
n	84745	31.5%
e	84745	31.5%
r	4990	1.9%
m	4990	1.9%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	12028	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
8	8216	68.3%
7	3812	31.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	358940	93.7%
Common	24056	6.3%

Most frequent Latin characters

Value	Count	Frequency (%)
N	89735	25.0%
o	89735	25.0%
n	84745	23.6%
e	84745	23.6%
r	4990	1.4%
m	4990	1.4%

Most frequent Common characters

Value	Count	Frequency (%)
>	12028	50.0%
8	8216	34.2%
7	3812	15.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	382996	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	89735	23.4%
o	89735	23.4%
n	84745	22.1%
e	84745	22.1%
>	12028	3.1%
8	8216	2.1%
r	4990	1.3%
m	4990	1.3%
7	3812	1.0%

metformin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	81776
Steady	18345
Up	1067
Down	575

Value	Count	Frequency (%)
No	81776	80.4%
Steady	18345	18.0%
Up	1067	1.0%
Down	575	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.732388
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	82351	29.6%
N	81776	29.4%
S	18345	6.6%
t	18345	6.6%
e	18345	6.6%
a	18345	6.6%
d	18345	6.6%
y	18345	6.6%
U	1067	0.4%
p	1067	0.4%
D	575	0.2%
w	575	0.2%
n	575	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	176293	63.4%
Uppercase Letter	101763	36.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	81776	80.4%
S	18345	18.0%
U	1067	1.0%
D	575	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	82351	46.7%
t	18345	10.4%
e	18345	10.4%
a	18345	10.4%
d	18345	10.4%
y	18345	10.4%
p	1067	0.6%
w	575	0.3%
n	575	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	278056	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	82351	29.6%
N	81776	29.4%
S	18345	6.6%
t	18345	6.6%
e	18345	6.6%
a	18345	6.6%
d	18345	6.6%
y	18345	6.6%
U	1067	0.4%
p	1067	0.4%
D	575	0.2%
w	575	0.2%
n	575	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	278056	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	82351	29.6%
N	81776	29.4%
S	18345	6.6%
t	18345	6.6%
e	18345	6.6%
a	18345	6.6%
d	18345	6.6%
y	18345	6.6%
U	1067	0.4%
p	1067	0.4%
D	575	0.2%
w	575	0.2%
n	575	0.2%

repaglinide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	100224
Steady	1384
Up	110
Down	45

Value	Count	Frequency (%)
No	100224	98.5%
Steady	1384	1.4%
Up	110	0.1%
Down	45	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.05528532
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	100269	47.9%
N	100224	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
D	45	< 0.1%
w	45	< 0.1%
n	45	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	107389	51.3%
Uppercase Letter	101763	48.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	100224	98.5%
S	1384	1.4%
U	110	0.1%
D	45	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	100269	93.4%
t	1384	1.3%
e	1384	1.3%
a	1384	1.3%
d	1384	1.3%
y	1384	1.3%
p	110	0.1%
w	45	< 0.1%
n	45	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	209152	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	100269	47.9%
N	100224	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
D	45	< 0.1%
w	45	< 0.1%
n	45	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	209152	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	100269	47.9%
N	100224	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
D	45	< 0.1%
w	45	< 0.1%
n	45	< 0.1%

nateglinide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101060
Steady	668
Up	24
Down	11

Value	Count	Frequency (%)
No	101060	99.3%
Steady	668	0.7%
Up	24	< 0.1%
Down	11	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.026473276
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	101071	49.0%
N	101060	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
D	11	< 0.1%
w	11	< 0.1%
n	11	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	104457	50.7%
Uppercase Letter	101763	49.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101060	99.3%
S	668	0.7%
U	24	< 0.1%
D	11	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101071	96.8%
t	668	0.6%
e	668	0.6%
a	668	0.6%
d	668	0.6%
y	668	0.6%
p	24	< 0.1%
w	11	< 0.1%
n	11	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	206220	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	101071	49.0%
N	101060	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
D	11	< 0.1%
w	11	< 0.1%
n	11	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	206220	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	101071	49.0%
N	101060	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
D	11	< 0.1%
w	11	< 0.1%
n	11	< 0.1%

chlorpropamide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101677
Steady	79
Up	6
Down	1

Value	Count	Frequency (%)
No	101677	99.9%
Steady	79	0.1%
Up	6	< 0.1%
Down	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.003124908
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	101678	49.9%
N	101677	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	102081	50.1%
Uppercase Letter	101763	49.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101677	99.9%
S	79	0.1%
U	6	< 0.1%
D	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101678	99.6%
t	79	0.1%
e	79	0.1%
a	79	0.1%
d	79	0.1%
y	79	0.1%
p	6	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203844	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	101678	49.9%
N	101677	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203844	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	101678	49.9%
N	101677	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

glimepiride
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	96572
Steady	4670
Up	327
Down	194

Value	Count	Frequency (%)
No	96572	94.9%
Steady	4670	4.6%
Up	327	0.3%
Down	194	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.187376551
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	96766	43.5%
N	96572	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
D	194	0.1%
w	194	0.1%
n	194	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	120831	54.3%
Uppercase Letter	101763	45.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	96572	94.9%
S	4670	4.6%
U	327	0.3%
D	194	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	96766	80.1%
t	4670	3.9%
e	4670	3.9%
a	4670	3.9%
d	4670	3.9%
y	4670	3.9%
p	327	0.3%
w	194	0.2%
n	194	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	222594	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	96766	43.5%
N	96572	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
D	194	0.1%
w	194	0.1%
n	194	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	222594	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	96766	43.5%
N	96572	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
D	194	0.1%
w	194	0.1%
n	194	0.1%

acetohexamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101762
Steady	1

Value	Count	Frequency (%)
No	101762	> 99.9%
Steady	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000039307
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101767	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101762	> 99.9%
S	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101762	> 99.9%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203530	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203530	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

glipizide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	89078
Steady	11355
Up	770
Down	560

Value	Count	Frequency (%)
No	89078	87.5%
Steady	11355	11.2%
Up	770	0.8%
Down	560	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.457337146
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	89638	35.8%
N	89078	35.6%
S	11355	4.5%
t	11355	4.5%
e	11355	4.5%
a	11355	4.5%
d	11355	4.5%
y	11355	4.5%
U	770	0.3%
p	770	0.3%
D	560	0.2%
w	560	0.2%
n	560	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	148303	59.3%
Uppercase Letter	101763	40.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	89078	87.5%
S	11355	11.2%
U	770	0.8%
D	560	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	89638	60.4%
t	11355	7.7%
e	11355	7.7%
a	11355	7.7%
d	11355	7.7%
y	11355	7.7%
p	770	0.5%
w	560	0.4%
n	560	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	250066	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	89638	35.8%
N	89078	35.6%
S	11355	4.5%
t	11355	4.5%
e	11355	4.5%
a	11355	4.5%
d	11355	4.5%
y	11355	4.5%
U	770	0.3%
p	770	0.3%
D	560	0.2%
w	560	0.2%
n	560	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250066	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	89638	35.8%
N	89078	35.6%
S	11355	4.5%
t	11355	4.5%
e	11355	4.5%
a	11355	4.5%
d	11355	4.5%
y	11355	4.5%
U	770	0.3%
p	770	0.3%
D	560	0.2%
w	560	0.2%
n	560	0.2%

glyburide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	91113
Steady	9274
Up	812
Down	564

Value	Count	Frequency (%)
No	91113	89.5%
Steady	9274	9.1%
Up	812	0.8%
Down	564	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.375617857
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	91677	37.9%
N	91113	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
D	564	0.2%
w	564	0.2%
n	564	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	139987	57.9%
Uppercase Letter	101763	42.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	91113	89.5%
S	9274	9.1%
U	812	0.8%
D	564	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	91677	65.5%
t	9274	6.6%
e	9274	6.6%
a	9274	6.6%
d	9274	6.6%
y	9274	6.6%
p	812	0.6%
w	564	0.4%
n	564	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	241750	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	91677	37.9%
N	91113	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
D	564	0.2%
w	564	0.2%
n	564	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	241750	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	91677	37.9%
N	91113	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
D	564	0.2%
w	564	0.2%
n	564	0.2%

tolbutamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101740
Steady	23

Value	Count	Frequency (%)
No	101740	> 99.9%
Steady	23	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000904061
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101740	50.0%
o	101740	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101855	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101740	> 99.9%
S	23	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101740	99.9%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203618	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101740	50.0%
o	101740	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203618	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101740	50.0%
o	101740	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

pioglitazone
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	94436
Steady	6975
Up	234
Down	118

Value	Count	Frequency (%)
No	94436	92.8%
Steady	6975	6.9%
Up	234	0.2%
Down	118	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.27648556
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	94554	40.8%
N	94436	40.8%
S	6975	3.0%
t	6975	3.0%
e	6975	3.0%
a	6975	3.0%
d	6975	3.0%
y	6975	3.0%
U	234	0.1%
p	234	0.1%
D	118	0.1%
w	118	0.1%
n	118	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	129899	56.1%
Uppercase Letter	101763	43.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	94436	92.8%
S	6975	6.9%
U	234	0.2%
D	118	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	94554	72.8%
t	6975	5.4%
e	6975	5.4%
a	6975	5.4%
d	6975	5.4%
y	6975	5.4%
p	234	0.2%
w	118	0.1%
n	118	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	231662	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	94554	40.8%
N	94436	40.8%
S	6975	3.0%
t	6975	3.0%
e	6975	3.0%
a	6975	3.0%
d	6975	3.0%
y	6975	3.0%
U	234	0.1%
p	234	0.1%
D	118	0.1%
w	118	0.1%
n	118	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	231662	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	94554	40.8%
N	94436	40.8%
S	6975	3.0%
t	6975	3.0%
e	6975	3.0%
a	6975	3.0%
d	6975	3.0%
y	6975	3.0%
U	234	0.1%
p	234	0.1%
D	118	0.1%
w	118	0.1%
n	118	0.1%

rosiglitazone
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	95399
Steady	6099
Up	178
Down	87

Value	Count	Frequency (%)
No	95399	93.7%
Steady	6099	6.0%
Up	178	0.2%
Down	87	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.241443354
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	95486	41.9%
N	95399	41.8%
S	6099	2.7%
t	6099	2.7%
e	6099	2.7%
a	6099	2.7%
d	6099	2.7%
y	6099	2.7%
U	178	0.1%
p	178	0.1%
D	87	< 0.1%
w	87	< 0.1%
n	87	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	126333	55.4%
Uppercase Letter	101763	44.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	95399	93.7%
S	6099	6.0%
U	178	0.2%
D	87	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	95486	75.6%
t	6099	4.8%
e	6099	4.8%
a	6099	4.8%
d	6099	4.8%
y	6099	4.8%
p	178	0.1%
w	87	0.1%
n	87	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	228096	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	95486	41.9%
N	95399	41.8%
S	6099	2.7%
t	6099	2.7%
e	6099	2.7%
a	6099	2.7%
d	6099	2.7%
y	6099	2.7%
U	178	0.1%
p	178	0.1%
D	87	< 0.1%
w	87	< 0.1%
n	87	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	228096	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	95486	41.9%
N	95399	41.8%
S	6099	2.7%
t	6099	2.7%
e	6099	2.7%
a	6099	2.7%
d	6099	2.7%
y	6099	2.7%
U	178	0.1%
p	178	0.1%
D	87	< 0.1%
w	87	< 0.1%
n	87	< 0.1%

acarbose
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101455
Steady	295
Up	10
Down	3

Value	Count	Frequency (%)
No	101455	99.7%
Steady	295	0.3%
Up	10	< 0.1%
Down	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.011654531
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	101458	49.6%
N	101455	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	102949	50.3%
Uppercase Letter	101763	49.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101455	99.7%
S	295	0.3%
U	10	< 0.1%
D	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101458	98.6%
t	295	0.3%
e	295	0.3%
a	295	0.3%
d	295	0.3%
y	295	0.3%
p	10	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	204712	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	101458	49.6%
N	101455	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	204712	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	101458	49.6%
N	101455	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

miglitol
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101725
Steady	31
Down	5
Up	2

Value	Count	Frequency (%)
No	101725	> 99.9%
Steady	31	< 0.1%
Down	5	< 0.1%
Up	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.001316785
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	101730	50.0%
N	101725	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
n	5	< 0.1%
U	2	< 0.1%
p	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101897	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101725	> 99.9%
S	31	< 0.1%
D	5	< 0.1%
U	2	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101730	99.8%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
w	5	< 0.1%
n	5	< 0.1%
p	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203660	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	101730	50.0%
N	101725	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
n	5	< 0.1%
U	2	< 0.1%
p	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203660	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	101730	50.0%
N	101725	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
n	5	< 0.1%
U	2	< 0.1%
p	2	< 0.1%

troglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101760
Steady	3

Value	Count	Frequency (%)
No	101760	> 99.9%
Steady	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000117921
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101760	50.0%
o	101760	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101775	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101760	> 99.9%
S	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101760	> 99.9%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203538	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101760	50.0%
o	101760	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203538	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101760	50.0%
o	101760	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

tolazamide
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101724
Steady	38
Up	1

Value	Count	Frequency (%)
No	101724	> 99.9%
Steady	38	< 0.1%
Up	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.001493667
Min length	2

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101724	49.9%
o	101724	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101915	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101724	> 99.9%
S	38	< 0.1%
U	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101724	99.8%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
p	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203678	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101724	49.9%
o	101724	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203678	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101724	49.9%
o	101724	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

insulin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	47380
Steady	30849
Down	12218
Up	11316

Value	Count	Frequency (%)
No	47380	46.6%
Steady	30849	30.3%
Down	12218	12.0%
Up	11316	11.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	3.452708745
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	59598	17.0%
N	47380	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
n	12218	3.5%
U	11316	3.2%
p	11316	3.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	249595	71.0%
Uppercase Letter	101763	29.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	47380	46.6%
S	30849	30.3%
D	12218	12.0%
U	11316	11.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	59598	23.9%
t	30849	12.4%
e	30849	12.4%
a	30849	12.4%
d	30849	12.4%
y	30849	12.4%
w	12218	4.9%
n	12218	4.9%
p	11316	4.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	351358	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	59598	17.0%
N	47380	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
n	12218	3.5%
U	11316	3.2%
p	11316	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	351358	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	59598	17.0%
N	47380	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
n	12218	3.5%
U	11316	3.2%
p	11316	3.2%

glyburide-metformin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101057
Steady	692
Up	8
Down	6

Value	Count	Frequency (%)
No	101057	99.3%
Steady	692	0.7%
Up	8	< 0.1%
Down	6	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.027318377
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	101063	49.0%
N	101057	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	104543	50.7%
Uppercase Letter	101763	49.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101057	99.3%
S	692	0.7%
U	8	< 0.1%
D	6	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101063	96.7%
t	692	0.7%
e	692	0.7%
a	692	0.7%
d	692	0.7%
y	692	0.7%
p	8	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	206306	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	101063	49.0%
N	101057	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	206306	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	101063	49.0%
N	101057	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

glipizide-metformin
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101750
Steady	13

Value	Count	Frequency (%)
No	101750	> 99.9%
Steady	13	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000510991
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101750	50.0%
o	101750	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101815	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101750	> 99.9%
S	13	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101750	99.9%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203578	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101750	50.0%
o	101750	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203578	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101750	50.0%
o	101750	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

glimepiride-pioglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101762
Steady	1

Value	Count	Frequency (%)
No	101762	> 99.9%
Steady	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000039307
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101767	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101762	> 99.9%
S	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101762	> 99.9%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203530	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203530	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

metformin-rosiglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101761
Steady	2

Value	Count	Frequency (%)
No	101761	> 99.9%
Steady	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000078614
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101761	50.0%
o	101761	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101771	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101761	> 99.9%
S	2	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101761	> 99.9%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203534	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101761	50.0%
o	101761	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203534	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101761	50.0%
o	101761	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

metformin-pioglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

No	101762
Steady	1

Value	Count	Frequency (%)
No	101762	> 99.9%
Steady	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000039307
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101767	50.0%
Uppercase Letter	101763	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	101762	> 99.9%
S	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	101762	> 99.9%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	203530	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203530	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	101762	50.0%
o	101762	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

change
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

0	54754
1	47009

Common Values
Chart

Value	Count	Frequency (%)
0	54754	53.8%
1	47009	46.2%

diabetesMed
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

1	78361
0	23402

Common Values
Chart

Value	Count	Frequency (%)
1	78361	77.0%
0	23402	23.0%

readmitted
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	795.1 KiB

NO	54861
>30	35545
<30	11357

Value	Count	Frequency (%)
NO	54861	53.9%
>30	35545	34.9%
<30	11357	11.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.460894431
Min length	2

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	54861	21.9%
O	54861	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	109722	43.8%
Decimal Number	93804	37.5%
Math Symbol	46902	18.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	54861	50.0%
O	54861	50.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	35545	75.8%
<	11357	24.2%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	46902	50.0%
0	46902	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	140706	56.2%
Latin	109722	43.8%

Most frequent Latin characters

Value	Count	Frequency (%)
N	54861	50.0%
O	54861	50.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	46902	33.3%
0	46902	33.3%
>	35545	25.3%
<	11357	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250428	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	54861	21.9%
O	54861	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

cat_diag_1
Categorical

Distinct	18
Distinct (%)	< 0.1%
Missing	21
Missing (%)	< 0.1%
Memory size	795.1 KiB

07	30335
03	11459
08	10407
09	9208
16	7636
Other values (13)	32697

Common Values
Overview

Value	Count	Frequency (%)
07	30335	29.8%
03	11459	11.3%
08	10407	10.2%
09	9208	9.0%
16	7636	7.5%
17	6972	6.9%
10	5078	5.0%
13	4957	4.9%
02	3433	3.4%
01	2768	2.7%
12	2530	2.5%
05	2262	2.2%
18	1644	1.6%
06	1211	1.2%
04	1103	1.1%
11	687	0.7%
14	51	0.1%
19	1	< 0.1%
(Missing)	21	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.000206362
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	77264	38.0%
7	37307	18.3%
1	33011	16.2%
3	16416	8.1%
8	12051	5.9%
9	9209	4.5%
6	8847	4.3%
2	5963	2.9%
5	2262	1.1%
4	1154	0.6%
n	42	< 0.1%
a	21	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	203484	> 99.9%
Lowercase Letter	63	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	77264	38.0%
7	37307	18.3%
1	33011	16.2%
3	16416	8.1%
8	12051	5.9%
9	9209	4.5%
6	8847	4.3%
2	5963	2.9%
5	2262	1.1%
4	1154	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	42	66.7%
a	21	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	203484	> 99.9%
Latin	63	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
0	77264	38.0%
7	37307	18.3%
1	33011	16.2%
3	16416	8.1%
8	12051	5.9%
9	9209	4.5%
6	8847	4.3%
2	5963	2.9%
5	2262	1.1%
4	1154	0.6%

Most frequent Latin characters

Value	Count	Frequency (%)
n	42	66.7%
a	21	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203547	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	77264	38.0%
7	37307	18.3%
1	33011	16.2%
3	16416	8.1%
8	12051	5.9%
9	9209	4.5%
6	8847	4.3%
2	5963	2.9%
5	2262	1.1%
4	1154	0.6%
n	42	< 0.1%
a	21	< 0.1%

cat_diag_2
Categorical

Distinct	18
Distinct (%)	< 0.1%
Missing	358
Missing (%)	0.4%
Memory size	795.1 KiB

07	31364
03	21017
08	10251
10	7987
16	4632
Other values (13)	26154

Common Values
Overview

Value	Count	Frequency (%)
07	31364	30.8%
03	21017	20.7%
08	10251	10.1%
10	7987	7.8%
16	4632	4.6%
09	3962	3.9%
12	3596	3.5%
04	2926	2.9%
05	2657	2.6%
02	2547	2.5%
17	2426	2.4%
01	1931	1.9%
18	1805	1.8%
13	1764	1.7%
06	1286	1.3%
19	731	0.7%
11	415	0.4%
14	108	0.1%
(Missing)	358	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.003517978
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	85928	42.1%
7	33790	16.6%
1	25810	12.7%
3	22781	11.2%
8	12056	5.9%
2	6143	3.0%
6	5918	2.9%
9	4693	2.3%
4	3034	1.5%
5	2657	1.3%
n	716	0.4%
a	358	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	202810	99.5%
Lowercase Letter	1074	0.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	716	66.7%
a	358	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	85928	42.4%
7	33790	16.7%
1	25810	12.7%
3	22781	11.2%
8	12056	5.9%
2	6143	3.0%
6	5918	2.9%
9	4693	2.3%
4	3034	1.5%
5	2657	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	202810	99.5%
Latin	1074	0.5%

Most frequent Latin characters

Value	Count	Frequency (%)
n	716	66.7%
a	358	33.3%

Most frequent Common characters

Value	Count	Frequency (%)
0	85928	42.4%
7	33790	16.7%
1	25810	12.7%
3	22781	11.2%
8	12056	5.9%
2	6143	3.0%
6	5918	2.9%
9	4693	2.3%
4	3034	1.5%
5	2657	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	203884	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	85928	42.1%
7	33790	16.6%
1	25810	12.7%
3	22781	11.2%
8	12056	5.9%
2	6143	3.0%
6	5918	2.9%
9	4693	2.3%
4	3034	1.5%
5	2657	1.3%
n	716	0.4%
a	358	0.2%

cat_diag_3
Categorical

MISSING

Distinct	18
Distinct (%)	< 0.1%
Missing	1423
Missing (%)	1.4%
Memory size	795.1 KiB

07	29917
03	26308
08	6774
10	6327
16	4523
Other values (13)	26491

Common Values
Overview

Value	Count	Frequency (%)
07	29917	29.4%
03	26308	25.9%
08	6774	6.7%
10	6327	6.2%
16	4523	4.4%
18	3814	3.7%
09	3572	3.5%
05	3136	3.1%
04	2490	2.4%
12	2488	2.4%
17	1945	1.9%
13	1915	1.9%
01	1861	1.8%
02	1856	1.8%
06	1766	1.7%
19	1243	1.2%
11	309	0.3%
14	96	0.1%
(Missing)	1423	1.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.013983471
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	84007	41.0%
7	31862	15.5%
3	28223	13.8%
1	24830	12.1%
8	10588	5.2%
6	6289	3.1%
9	4815	2.3%
2	4344	2.1%
5	3136	1.5%
n	2846	1.4%
4	2586	1.3%
a	1423	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	200680	97.9%
Lowercase Letter	4269	2.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	2846	66.7%
a	1423	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	84007	41.9%
7	31862	15.9%
3	28223	14.1%
1	24830	12.4%
8	10588	5.3%
6	6289	3.1%
9	4815	2.4%
2	4344	2.2%
5	3136	1.6%
4	2586	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	200680	97.9%
Latin	4269	2.1%

Most frequent Latin characters

Value	Count	Frequency (%)
n	2846	66.7%
a	1423	33.3%

Most frequent Common characters

Value	Count	Frequency (%)
0	84007	41.9%
7	31862	15.9%
3	28223	14.1%
1	24830	12.4%
8	10588	5.3%
6	6289	3.1%
9	4815	2.4%
2	4344	2.2%
5	3136	1.6%
4	2586	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	204949	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	84007	41.0%
7	31862	15.5%
3	28223	13.8%
1	24830	12.1%
8	10588	5.2%
6	6289	3.1%
9	4815	2.3%
2	4344	2.1%
5	3136	1.5%
n	2846	1.4%
4	2586	1.3%
a	1423	0.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	race	gender	age	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_inpatient	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted	cat_diag_1	cat_diag_2	cat_diag_3
0	0	Caucasian	Female	1.791759	6	25	1	0.693147	Pediatrics-Endocrinology	3.737670	0.000000	0.693147	0.000000	0.000000	1	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	0	0	NO	03	NaN	NaN
1	1	Caucasian	Female	2.772589	1	1	7	1.386294	NaN	4.094345	0.000000	2.944439	0.000000	0.000000	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	1	1	>30	03	03	03
2	2	AfricanAmerican	Female	3.258097	1	1	7	1.098612	NaN	2.484907	1.791759	2.639057	1.098612	0.693147	6	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	0	1	NO	11	03	18
3	3	Caucasian	Male	3.583519	1	1	7	1.098612	NaN	3.806662	0.693147	2.833213	0.000000	0.000000	7	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	1	1	NO	01	03	07
4	4	Caucasian	Male	3.828641	1	1	7	0.693147	NaN	3.951244	0.000000	2.197225	0.000000	0.000000	5	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	1	1	NO	02	02	03
5	5	Caucasian	Male	4.025352	2	1	2	1.386294	NaN	3.465736	1.945910	2.833213	0.000000	0.000000	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	0	1	>30	07	07	03
6	6	Caucasian	Male	4.189655	3	1	2	1.609438	NaN	4.262680	0.693147	3.091042	0.000000	0.000000	7	None	None	Steady	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	1	1	NO	07	07	18
7	7	Caucasian	Male	4.330733	1	1	7	1.791759	NaN	4.304065	0.000000	2.564949	0.000000	0.000000	8	None	None	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	0	1	>30	07	08	03
8	8	Caucasian	Female	4.454347	2	1	4	2.639057	NaN	4.234107	1.098612	3.367296	0.000000	0.000000	8	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	1	1	NO	07	07	01
9	9	Caucasian	Female	4.564348	3	3	4	2.564949	InternalMedicine	3.526361	1.386294	2.944439	0.000000	0.000000	8	None	None	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	Steady	No	No	No	No	No	1	1	NO	07	02	08

Last rows

	df_index	race	gender	age	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_emergency	number_inpatient	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted	cat_diag_1	cat_diag_2	cat_diag_3
101753	101756	Other	Female	4.189655	1	1	7	1.098612	NaN	3.850148	1.945910	2.890372	0.693147	0.693147	0.693147	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	0	1	>30	17	10	07
101754	101757	Caucasian	Female	4.330733	1	1	7	1.791759	NaN	3.091042	0.693147	2.833213	0.000000	0.000000	0.693147	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	0	1	NO	08	08	08
101755	101758	Caucasian	Female	4.454347	1	1	7	1.791759	NaN	4.343805	0.693147	3.135494	0.000000	0.693147	0.000000	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	1	1	NO	05	01	05
101756	101759	Caucasian	Male	4.454347	1	1	7	0.693147	NaN	0.693147	0.000000	2.772589	1.386294	0.000000	0.000000	7	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	1	1	NO	07	16	03
101757	101760	AfricanAmerican	Female	4.189655	1	1	7	1.945910	NaN	3.828641	0.693147	3.258097	1.386294	0.693147	1.098612	9	None	None	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	Down	No	No	No	No	No	1	1	>30	06	07	07
101758	101761	AfricanAmerican	Male	4.330733	1	3	7	1.386294	NaN	3.951244	0.000000	2.833213	0.000000	0.000000	0.000000	9	None	>8	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	1	1	>30	03	05	07
101759	101762	AfricanAmerican	Female	4.454347	1	4	5	1.791759	NaN	3.526361	1.386294	2.944439	0.000000	0.000000	0.693147	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	0	1	NO	09	03	16
101760	101763	Caucasian	Male	4.330733	1	1	7	0.693147	NaN	3.988984	0.000000	2.302585	0.693147	0.000000	0.000000	13	None	None	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	1	1	NO	01	10	05
101761	101764	Caucasian	Female	4.454347	2	3	7	2.397895	Surgery-General	3.828641	1.098612	3.091042	0.000000	0.000000	0.693147	9	None	None	No	No	No	No	No	No	Steady	No	No	Steady	No	No	No	No	No	Up	No	No	No	No	No	1	1	NO	17	04	17
101762	101765	Caucasian	Male	4.330733	1	1	7	1.945910	NaN	2.639057	1.386294	1.386294	0.000000	0.000000	0.000000	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	0	0	NO	09	09	16

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Math Symbol characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Math Symbol characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts